HEPTv2 achieves 98.6% tracking efficiency with 0.8% fake rate on TrackML, using only 15 ms inference time and 0.4 GB memory per event. It outperforms prior transformer and graph-based methods in efficiency and reduces latency by factors of 7 and 38–52, respectively, enabling real-time particle reconstruction at the HL-LHC.